{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "687bdb2a",
   "metadata": {},
   "source": [
    "## Week08 数据实践-liepin-03\n",
    "\n",
    "----2023.04.14----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "20ea5610",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: requests-html in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (0.10.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: pyquery in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: bs4 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: w3lib in e:\\anaconda.3\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: requests in e:\\anaconda.3\\lib\\site-packages (from requests-html) (2.28.1)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.1.3)\n",
      "Requirement already satisfied: parse in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.1)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.9.14)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.11)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\anaconda.3\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from fake-useragent->requests-html) (5.12.0)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\anaconda.3\\lib\\site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: six>=1.4.1 in e:\\anaconda.3\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\anaconda.3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.8.0)\n",
      "Requirement already satisfied: colorama in e:\\anaconda.3\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.5)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\anaconda.3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1d4d0c6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=34', 'link': 'https://www.liepin.com/a/45253831.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '10年以上'}, 'recruiter': {'recruiterId': 'a94c79b32e2ac4b0b0a633f2b1b00a0c', 'chatted': False, 'imId': '8a0305395cddc174dfb6df235db455f2', 'imUserType': '2', 'recruiterName': '赵女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '606ff339fd3cfa235c8a104e02u.png'}}, {'comp': {'compName': '上海汉得信息技术股份有限公司', 'compIndustry': '互联网', 'compId': 8361671, 'compStage': '已上市', 'compLogo': '5ed700f4ec4db462f82e4ddf01u.png', 'compScale': '10000人以上', 'link': 'https://www.liepin.com/company/8361671/'}, 'dataInfo': '%7B%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2257403583%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"jobKind\":\"2\",\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"recruiterName\":\"俞女士\",\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u.png\"}', 'job': {'labels': ['CRM软件', '信息化项目', '软件行业', '售前支持', '批发/零售', '咨询项目', '服务业', '化工行业', 'IT/互联网/软件', 'CRM系统'], 'title': 'CRM实施顾问&项目经理PM(J12971)', 'topJob': False, 'jobId': '57403583', 'refreshTime': '20230329180701', 'jobKind': '2', 'salary': '11-22k', 'dq': '广州-番禺区', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35', 'link': 'https://www.liepin.com/job/1957403583.shtml', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterId': '77ca96ebd1c0d4c9b55b81912526b943', 'chatted': False, 'imId': '927752d28c878e66e4cd5c055e1e05ce', 'imUserType': '2', 'recruiterName': '俞女士', 'recruiterTitle': 'HR', 'recruiterPhoto': '601baaab60c8320221e3c1d902u.png'}}, {'comp': {'compName': '某国内大型快消品公司', 'compIndustry': '日化', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '2000-5000人', 'link': ''}, 'dataInfo': '%7B%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2245177357%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03804875792\",\"imUserType\":\"2\",\"recruiterName\":\"孙女士\",\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u.jpeg\"}', 'job': {'labels': ['市场营销', '产品管理', '产品开发'], 'title': ' Product Manager ', 'topJob': False, 'jobId': '45177357', 'refreshTime': '20230421111742', 'jobKind': '1', 'salary': '25-30k', 'dq': '广州', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'link': 'https://www.liepin.com/a/45177357.shtml', 'requireEduLevel': '本科及以上', 'requireWorkYears': '1-3年'}, 'recruiter': {'recruiterId': '47227c6fbfcd952686963be95b15422d', 'chatted': False, 'imId': '9cfdabc8878349689809d03804875792', 'imUserType': '2', 'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'}}, {'comp': {'compName': '广东环凯微生物科技有限公司', 'compIndustry': '制药', 'compId': 7932064, 'compStage': '融资未公开', 'compLogo': '5bfe8edd74719d35745a548603a.png', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/7932064/'}, 'dataInfo': '%7B%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2248554057%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"jobKind\":\"2\",\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\",\"recruiterName\":\"陈女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}', 'job': {'labels': ['生物工程', '试剂', '微生物研究', '制药企业', '生物企业'], 'title': '微生物检测产品经理（制药或食品行业方向）', 'topJob': False, 'jobId': '48554057', 'refreshTime': '20230421083050', 'jobKind': '2', 'salary': '15-20k·20薪', 'dq': '广州-黄埔区', 'advViewFlag': False, 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'link': 'https://www.liepin.com/job/1948554057.shtml', 'requireEduLevel': '硕士', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307', 'chatted': False, 'imId': '767685575712890413dd84912f51618a', 'imUserType': '2', 'recruiterName': '陈女士', 'recruiterTitle': '', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}}, {'comp': {'compName': '某广州IT服务公司', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '100-499人', 'link': ''}, 'dataInfo': '%7B%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2245263747%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"jobKind\":\"1\",\"imId\":\"3a5b505a337c783db090656a5246961f\",\"imUserType\":\"2\",\"recruiterName\":\"蔡先生\",\"recruiterPhoto\":\"5f8fa3a78dbe6273dcf85e2608u.png\"}', 'job': {'labels': ['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究'], 'title': '产品经理', 'topJob': False, 'jobId': '45263747', 'refreshTime': '20230421093115', 'jobKind': '1', 'salary': '20-30k', 'dq': '广州', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'link': 'https://www.liepin.com/a/45263747.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterId': '8fc7562cc0d10f9479c452c56622eaa4', 'chatted': False, 'imId': '3a5b505a337c783db090656a5246961f', 'imUserType': '2', 'recruiterName': '蔡先生', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '5f8fa3a78dbe6273dcf85e2608u.png'}}, {'comp': {'compName': '某广州大型食品/饮料/酒水公司', 'compIndustry': '食品/饮料/酒水', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '5000-10000人', 'link': ''}, 'dataInfo': '%7B%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2243309883%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%7D', 'dataParams': '{\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"jobKind\":\"1\",\"imId\":\"50fe96bee43de82980764db4dc5d059d\",\"imUserType\":\"2\",\"recruiterName\":\"陆女士\",\"recruiterPhoto\":\"62fe2d4a95ee1c041432be7a05u.jpg\"}', 'job': {'labels': [], 'title': 'Product Manager', 'topJob': False, 'jobId': '43309883', 'refreshTime': '20230208175714', 'jobKind': '1', 'salary': '30-40k·13薪', 'dq': '广州-天河区', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'link': 'https://www.liepin.com/a/43309883.shtml', 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterId': '7829c0aa95f568cada116b3e040ec67e', 'chatted': False, 'imId': '50fe96bee43de82980764db4dc5d059d', 'imUserType': '2', 'recruiterName': '陆女士', 'recruiterTitle': '猎头顾问', 'recruiterPhoto': '62fe2d4a95ee1c041432be7a05u.jpg'}}]}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 0, 'hasNext': False, 'totalCounts': 806}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "999b778b",
   "metadata": {},
   "source": [
    "# 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ead63550",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "21ebfe56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1fd5107d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6a13177f",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "46a46607",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57816811\",\"jobKind\":\"2\",\"userId\":\"c8...</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>False</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"58002363\",\"jobKind\":\"2\",\"userId\":\"e4...</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>9720899.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>62946d5979452e421251b7f707u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57754271\",\"jobKind\":\"2\",\"userId\":\"87...</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>871518775391643a04bdffecc9c81011</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55703639\",\"jobKind\":\"2\",\"userId\":\"7d...</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>False</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"im...</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>False</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"767685575712890413dd84912f51618a\",\"im...</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"3a5b505a337c783db090656a5246961f\",\"im...</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>False</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>{\"imId\":\"50fe96bee43de82980764db4dc5d059d\",\"im...</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>False</td>\n",
       "      <td>陆女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..                                                ...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                           dataParams    comp.compName  \\\n",
       "0   {\"jobId\":\"57816811\",\"jobKind\":\"2\",\"userId\":\"c8...             京邦集团   \n",
       "1   {\"jobId\":\"58002363\",\"jobKind\":\"2\",\"userId\":\"e4...       广州愚记贸易有限公司   \n",
       "2   {\"jobId\":\"57754271\",\"jobKind\":\"2\",\"userId\":\"87...            中数通信息   \n",
       "3   {\"jobId\":\"50965433\",\"jobKind\":\"2\",\"userId\":\"14...             仙婷集团   \n",
       "4   {\"jobId\":\"55703639\",\"jobKind\":\"2\",\"userId\":\"7d...       文远知行WeRide   \n",
       "..                                                ...              ...   \n",
       "35  {\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"im...   上海汉得信息技术股份有限公司   \n",
       "36  {\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...       某国内大型快消品公司   \n",
       "37  {\"imId\":\"767685575712890413dd84912f51618a\",\"im...    广东环凯微生物科技有限公司   \n",
       "38  {\"imId\":\"3a5b505a337c783db090656a5246961f\",\"im...        某广州IT服务公司   \n",
       "39  {\"imId\":\"50fe96bee43de82980764db4dc5d059d\",\"im...  某广州大型食品/饮料/酒水公司   \n",
       "\n",
       "    comp.compId comp.compScale                    comp.compLogo  \\\n",
       "0     9730786.0       100-499人  6260c4f2d16c9b55d258a16501u.png   \n",
       "1     9720899.0         50-99人  62946d5979452e421251b7f707u.png   \n",
       "2     1103040.0     1000-2000人  5bfea3d874719d2aa34c9d1703a.png   \n",
       "3     8112968.0         50-99人  6274ee6d04a5ff469b10880402u.png   \n",
       "4     9491766.0       100-499人  60a497de907306298575785f03u.png   \n",
       "..          ...            ...                              ...   \n",
       "35    8361671.0       10000人以上  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "36          NaN     2000-5000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "37    7932064.0       100-499人  5bfe8edd74719d35745a548603a.png   \n",
       "38          NaN       100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "39          NaN    5000-10000人  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "   comp.compIndustry                                comp.link  \\\n",
       "0        电子/半导体/集成电路  https://www.liepin.com/company/9730786/   \n",
       "1              批发/零售  https://www.liepin.com/company/9720899/   \n",
       "2           运营商/增值服务  https://www.liepin.com/company/1103040/   \n",
       "3             贸易/进出口  https://www.liepin.com/company/8112968/   \n",
       "4               人工智能  https://www.liepin.com/company/9491766/   \n",
       "..               ...                                      ...   \n",
       "35               互联网  https://www.liepin.com/company/8361671/   \n",
       "36                日化                                            \n",
       "37                制药  https://www.liepin.com/company/7932064/   \n",
       "38              IT服务                                            \n",
       "39          食品/饮料/酒水                                            \n",
       "\n",
       "                                           job.labels job.pcOuterLink  ...  \\\n",
       "0                                       [供应链产品, 数据分析]                  ...   \n",
       "1                                  [产品开发, 产品规划, 产品运营]                  ...   \n",
       "2    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                  ...   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                  ...   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...                  ...   \n",
       "..                                                ...             ...  ...   \n",
       "35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...                  ...   \n",
       "36                                 [市场营销, 产品管理, 产品开发]             NaN  ...   \n",
       "37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                  ...   \n",
       "38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...             NaN  ...   \n",
       "39                                                 []             NaN  ...   \n",
       "\n",
       "   job.requireEduLevel  job.requireWorkYears  \\\n",
       "0                   大专                  1-3年   \n",
       "1                   大专                  1-3年   \n",
       "2                 统招本科                  3-5年   \n",
       "3                   硕士                  3-5年   \n",
       "4                 统招本科                  3-5年   \n",
       "..                 ...                   ...   \n",
       "35                  本科                  3-5年   \n",
       "36               本科及以上                  1-3年   \n",
       "37                  硕士                  3-5年   \n",
       "38                统招本科                 5-10年   \n",
       "39                统招本科                 5-10年   \n",
       "\n",
       "               recruiter.recruiterId recruiter.chatted  \\\n",
       "0   c8d145acb0a3162c59941f318d428c38             False   \n",
       "1   e478580dede58f33b410edb79f6d12d0             False   \n",
       "2   871518775391643a04bdffecc9c81011             False   \n",
       "3   14799e1bef289c70aa9b550257de7ea8             False   \n",
       "4   7da08eb2dc102f58400ecda04a611db0             False   \n",
       "..                               ...               ...   \n",
       "35  77ca96ebd1c0d4c9b55b81912526b943             False   \n",
       "36  47227c6fbfcd952686963be95b15422d             False   \n",
       "37  0f80a6460fa3a5f3c33c5fd0dac95307             False   \n",
       "38  8fc7562cc0d10f9479c452c56622eaa4             False   \n",
       "39  7829c0aa95f568cada116b3e040ec67e             False   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                      杜先生                            \n",
       "1                      刘女士                     人事经理   \n",
       "2                      陈女士                            \n",
       "3                      吴女士            HR Specialist   \n",
       "4                      侯先生                     HRBP   \n",
       "..                     ...                      ...   \n",
       "35                     俞女士                       HR   \n",
       "36                     孙女士                     猎头顾问   \n",
       "37                     陈女士                            \n",
       "38                     蔡先生                     猎头顾问   \n",
       "39                     陆女士                     猎头顾问   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  \\\n",
       "0   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "1   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       "2   180268114ec479913eaad1f295204b5b                    2   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       "..                               ...                  ...   \n",
       "35  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       "36  9cfdabc8878349689809d03804875792                    2   \n",
       "37  767685575712890413dd84912f51618a                    2   \n",
       "38  3a5b505a337c783db090656a5246961f                    2   \n",
       "39  50fe96bee43de82980764db4dc5d059d                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compStage  \n",
       "0    5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "2    571885ea45ce00977366da9105a.jpg            NaN  \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "4    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       "..                               ...            ...  \n",
       "35   601baaab60c8320221e3c1d902u.png            已上市  \n",
       "36  6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       "37   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       "38   5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       "39   62fe2d4a95ee1c041432be7a05u.jpg          融资未公开  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9c6c0697",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'comp.compName', 'comp.compId',\n",
       "       'comp.compScale', 'comp.compLogo', 'comp.compIndustry', 'comp.link',\n",
       "       'job.labels', 'job.pcOuterLink', 'job.h5OuterLink', 'job.advViewFlag',\n",
       "       'job.jobId', 'job.jobKind', 'job.refreshTime', 'job.title',\n",
       "       'job.salary', 'job.dq', 'job.topJob', 'job.link', 'job.dataPromId',\n",
       "       'job.requireEduLevel', 'job.requireWorkYears', 'recruiter.recruiterId',\n",
       "       'recruiter.chatted', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "afe5e112",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 400 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataInfo                  400 non-null    object \n",
      " 1   dataParams                400 non-null    object \n",
      " 2   comp.compName             400 non-null    object \n",
      " 3   comp.compId               270 non-null    float64\n",
      " 4   comp.compScale            400 non-null    object \n",
      " 5   comp.compLogo             400 non-null    object \n",
      " 6   comp.compIndustry         400 non-null    object \n",
      " 7   comp.link                 400 non-null    object \n",
      " 8   job.labels                400 non-null    object \n",
      " 9   job.pcOuterLink           270 non-null    object \n",
      " 10  job.h5OuterLink           270 non-null    object \n",
      " 11  job.advViewFlag           400 non-null    bool   \n",
      " 12  job.jobId                 400 non-null    object \n",
      " 13  job.jobKind               400 non-null    object \n",
      " 14  job.refreshTime           400 non-null    object \n",
      " 15  job.title                 400 non-null    object \n",
      " 16  job.salary                400 non-null    object \n",
      " 17  job.dq                    400 non-null    object \n",
      " 18  job.topJob                400 non-null    bool   \n",
      " 19  job.link                  400 non-null    object \n",
      " 20  job.dataPromId            400 non-null    object \n",
      " 21  job.requireEduLevel       400 non-null    object \n",
      " 22  job.requireWorkYears      400 non-null    object \n",
      " 23  recruiter.recruiterId     400 non-null    object \n",
      " 24  recruiter.chatted         400 non-null    bool   \n",
      " 25  recruiter.recruiterName   400 non-null    object \n",
      " 26  recruiter.recruiterTitle  400 non-null    object \n",
      " 27  recruiter.imId            400 non-null    object \n",
      " 28  recruiter.imUserType      400 non-null    object \n",
      " 29  recruiter.recruiterPhoto  400 non-null    object \n",
      " 30  comp.compStage            200 non-null    object \n",
      "dtypes: bool(3), float64(1), object(27)\n",
      "memory usage: 91.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2bfcd624",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>人工智能</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      job.title  \\\n",
       "0                        产品经理助理   \n",
       "1                        电商产品经理   \n",
       "2                   产品经理-电信信息化部   \n",
       "3   产品经理（化妆品原料）/Product Manager   \n",
       "4                  自动驾驶产品经理（PM）   \n",
       "..                          ...   \n",
       "35       CRM实施顾问&项目经理PM(J12971)   \n",
       "36             Product Manager    \n",
       "37         微生物检测产品经理（制药或食品行业方向）   \n",
       "38                         产品经理   \n",
       "39              Product Manager   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0                                       [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "1                                  [产品开发, 产品规划, 产品运营]  10-15k·13薪  广州-越秀区   \n",
       "2    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   8-12k·13薪  广州-天河区   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "..                                                ...         ...     ...   \n",
       "35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...      11-22k  广州-番禺区   \n",
       "36                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  15-20k·20薪  广州-黄埔区   \n",
       "38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k      广州   \n",
       "39                                                 []  30-40k·13薪  广州-天河区   \n",
       "\n",
       "   comp.compScale    comp.compName comp.compIndustry  \n",
       "0        100-499人             京邦集团       电子/半导体/集成电路  \n",
       "1          50-99人       广州愚记贸易有限公司             批发/零售  \n",
       "2      1000-2000人            中数通信息          运营商/增值服务  \n",
       "3          50-99人             仙婷集团            贸易/进出口  \n",
       "4        100-499人       文远知行WeRide              人工智能  \n",
       "..            ...              ...               ...  \n",
       "35       10000人以上   上海汉得信息技术股份有限公司               互联网  \n",
       "36     2000-5000人       某国内大型快消品公司                日化  \n",
       "37       100-499人    广东环凯微生物科技有限公司                制药  \n",
       "38       100-499人        某广州IT服务公司              IT服务  \n",
       "39    5000-10000人  某广州大型食品/饮料/酒水公司          食品/饮料/酒水  \n",
       "\n",
       "[400 rows x 7 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df[['job.title','job.labels','job.salary','job.dq','comp.compScale','comp.compName','comp.compIndustry']]\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c14358f2",
   "metadata": {},
   "source": [
    "# 数据整合和分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "890e36aa",
   "metadata": {},
   "source": [
    "### 简单分析——职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "50437baa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            50\n",
       "eWMS Product Manager                            20\n",
       "产品经理助理                                          10\n",
       "心血管产品线-总经理                                      10\n",
       "Automation Product Manager                      10\n",
       "医药产品经理                                          10\n",
       "助理产品经理                                          10\n",
       "硬件产品经理                                          10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "数码产品经理                                          10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       " Product Manager                                10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "护肤品产品经理                                         10\n",
       "产品销售经理-广州                                       10\n",
       "电商产品经理                                          10\n",
       "eWMS产品经理                                        10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "客户经理--齿科正畸产品                                    10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "化妆品原料产品经理                                       10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "产品经理（光伏智慧运维）                                    10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "产品经理Product Manager                             10\n",
       "产品经理/Product Manager                            10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "产品经理-电信信息化部                                     10\n",
       "Product Manager                                 10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e76ba19f",
   "metadata": {},
   "source": [
    "### 简单分析——岗位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "735d04d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                      110\n",
       "[供应链产品, 数据分析]                                                            10\n",
       "[护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]                                 10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                            10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化工行业, IT/互联网/软件, CRM系统]     10\n",
       "[供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府机构, 信息安全, 批发/零售]           10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                    10\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据分析, 产品设计, 数据挖掘]            10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[软件开发]                                                                   10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[to C]                                                                   10\n",
       "[泌尿外科]                                                                   10\n",
       "[to C, 电子商务, 消费品]                                                        10\n",
       "[产品开发, 产品规划, 产品运营]                                                       10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                 10\n",
       "[牙齿正畸]                                                                   10\n",
       "[web端产品]                                                                 10\n",
       "[化妆品, to B]                                                              10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]                                      10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]                             10\n",
       "[商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, 产品设计, 团队管理, 用户研究]          10\n",
       "[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求分析, 数据分析]                  10\n",
       "[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究, 产品设计, 数据分析]              10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                         10\n",
       "[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用户研究]                       10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "303dd249",
   "metadata": {},
   "source": [
    "### 简单分析——薪资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c7c82d48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          50\n",
       "20-30k        40\n",
       "25-35k        20\n",
       "5-7k·13薪      10\n",
       "12-30k        10\n",
       "30-50k·14薪    10\n",
       "18-30k·13薪    10\n",
       "25-35k·14薪    10\n",
       "18-40k·14薪    10\n",
       "6-10k         10\n",
       "15-25k        10\n",
       "14-28k·16薪    10\n",
       "20-40k·15薪    10\n",
       "11-22k        10\n",
       "25-30k        10\n",
       "15-20k·20薪    10\n",
       "15-25k·13薪    10\n",
       "20-40k·13薪    10\n",
       "25-30k·14薪    10\n",
       "10-15k·13薪    10\n",
       "15-30k·16薪    10\n",
       "20-40k·16薪    10\n",
       "20-40k·14薪    10\n",
       "25-50k·15薪    10\n",
       "10-14k·14薪    10\n",
       "15-24k·13薪    10\n",
       "25-29k        10\n",
       "30-45k·14薪    10\n",
       "20-25k·13薪    10\n",
       "20-25k        10\n",
       "8-12k·13薪     10\n",
       "30-40k·13薪    10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c3a1c37",
   "metadata": {},
   "source": [
    "### 简单分析——区域分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "04365d5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    120\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-黄埔区     40\n",
       "广州-番禺区     30\n",
       "广州-海珠区     30\n",
       "广州-白云区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79a48d50",
   "metadata": {},
   "source": [
    "### 简单分析——公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "df63b714",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       110\n",
       "2000-5000人      70\n",
       "10000人以上        60\n",
       "50-99人          50\n",
       "5000-10000人     40\n",
       "1-49人           30\n",
       "500-999人        20\n",
       "1000-2000人      10\n",
       "                10\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75462496",
   "metadata": {},
   "source": [
    "##### https://gallery.pyecharts.org/#/Pie/customized_pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "411a83ba",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ef3fe97f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"b591a60e4f334503bbe74c1a68e5cf15\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_b591a60e4f334503bbe74c1a68e5cf15 = echarts.init(\n",
       "                    document.getElementById('b591a60e4f334503bbe74c1a68e5cf15'), 'white', {renderer: 'canvas'});\n",
       "                var option_b591a60e4f334503bbe74c1a68e5cf15 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u516c\\u53f8\\u89c4\\u6a21\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 60\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 70\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 110\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u730e\\u8058-\\u5e7f\\u5dde\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u5e7f\\u5dde\\u5357\\u65b9\\u5b66\\u9662\\u7f51\\u65b0\\u4f5c\\u54c1\\uff09\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_b591a60e4f334503bbe74c1a68e5cf15.setOption(option_b591a60e4f334503bbe74c1a68e5cf15);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x207972e7310>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_广州['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_广州['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"公司规模\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"猎聘-广州产品经理（广州南方学院网新作品）\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "785ffb4a",
   "metadata": {},
   "source": [
    "### 2.组合分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fe704d2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'comp.compName', 'comp.compId',\n",
       "       'comp.compScale', 'comp.compLogo', 'comp.compIndustry', 'comp.link',\n",
       "       'job.labels', 'job.pcOuterLink', 'job.h5OuterLink', 'job.advViewFlag',\n",
       "       'job.jobId', 'job.jobKind', 'job.refreshTime', 'job.title',\n",
       "       'job.salary', 'job.dq', 'job.topJob', 'job.link', 'job.dataPromId',\n",
       "       'job.requireEduLevel', 'job.requireWorkYears', 'recruiter.recruiterId',\n",
       "       'recruiter.chatted', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6237c4ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>岗位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">广州</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某知名公司</th>\n",
       "      <th>化妆品原料产品经理</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州-天河区</th>\n",
       "      <th>3M中国</th>\n",
       "      <th>客户经理--齿科正畸产品</th>\n",
       "      <th>10-14k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中数通信息</th>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">仙婷集团</th>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州贸易进出口公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-29k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-海珠区</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">文远知行WeRide</th>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶工具产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京邦集团</th>\n",
       "      <th>产品经理助理</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>广州众有米</th>\n",
       "      <th>护肤品产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州愚记贸易有限公司</th>\n",
       "      <th>电商产品经理</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇耀品尚能源科技(广州)有限公司</th>\n",
       "      <th>产品经理（光伏智慧运维）</th>\n",
       "      <th>20-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>助理产品经理</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳普医疗股份</th>\n",
       "      <th>心血管产品线-总经理</th>\n",
       "      <th>15-30k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                 岗位数量\n",
       "job.dq comp.compName    job.title                                    job.salary      \n",
       "广州     广东环凯微生物科技有限公司    产品经理（工业消洗产品）                                 12-30k        10\n",
       "       文远知行WeRide       自动驾驶（硬件）产品经理                                 25-50k·15薪    10\n",
       "       某上海大型医疗器械公司      产品销售经理-广州                                    20-40k·16薪    10\n",
       "       某国内大型快消品公司        Product Manager                             25-30k        10\n",
       "       某国内大型日化公司        Assistant Product Manager / Product Manager  18-30k·13薪    10\n",
       "       某广州IT服务公司        产品经理                                         20-30k        20\n",
       "       某广州互联网公司         产品经理                                         25-35k·14薪    10\n",
       "       某广州大型机械/设备公司     产品经理/Product Manager                         20-30k        10\n",
       "       某广州大型食品/饮料/酒水公司  eWMS Product Manager                         20-40k·15薪    10\n",
       "       某知名公司            化妆品原料产品经理                                    30-45k·14薪    10\n",
       "       汇丰软件             数码产品经理                                       薪资面议          10\n",
       "广州-天河区 3M中国             客户经理--齿科正畸产品                                 10-14k·14薪    10\n",
       "       中数通信息            产品经理-电信信息化部                                  8-12k·13薪     10\n",
       "       丹纳赫              Automation Product Manager                   20-40k·13薪    10\n",
       "       仙婷集团             产品经理（化妆品原料）/Product Manager                  薪资面议          10\n",
       "                        助理产品经理（化妆品原料）/APM                            薪资面议          10\n",
       "       广州宝洁有限公司         eWMS Product Manager                         薪资面议          10\n",
       "                        eWMS产品经理                                     20-40k·14薪    10\n",
       "       斯凯奇中国            产品经理-产品企划(J13606)                            15-25k        10\n",
       "                        产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪    10\n",
       "       某广州大型食品/饮料/酒水公司  Product Manager                              30-40k·13薪    10\n",
       "       某广州贸易进出口公司       产品经理                                         25-29k        10\n",
       "       润建股份             产品经理（企业数字化转型）                                6-10k         10\n",
       "广州-海珠区 文远知行WeRide       自动驾驶产品经理（PM）                                 25-35k        10\n",
       "                        自动驾驶工具产品经理（PM）                               25-35k        10\n",
       "       某广州电气机械/器材公司     硬件产品经理                                       30-50k·14薪    10\n",
       "广州-番禺区 上海汉得信息技术股份有限公司   CRM实施顾问&项目经理PM(J12971)                       11-22k        10\n",
       "       京邦集团             产品经理助理                                       5-7k·13薪      10\n",
       "       广州市新目标电子商务有限公司   产品经理Product Manager                          20-25k        10\n",
       "广州-白云区 广州众有米            护肤品产品经理                                      20-30k        10\n",
       "       某国内大型食品/饮料/日化公司  AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪    10\n",
       "广州-越秀区 即能科技(广州)有限公司     产品经理                                         18-40k·14薪    10\n",
       "       广州愚记贸易有限公司       电商产品经理                                       10-15k·13薪    10\n",
       "       康方生物             医药产品经理                                       25-30k·14薪    10\n",
       "       西门子医疗系统          Product Sales Manager MR 产品销售经理 广州           薪资面议          10\n",
       "广州-黄埔区 广东环凯微生物科技有限公司    微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪    10\n",
       "       汇耀品尚能源科技(广州)有限公司 产品经理（光伏智慧运维）                                 20-25k·13薪    10\n",
       "       索恩照明(广州)有限公司     助理产品经理                                       15-25k·13薪    10\n",
       "       阳普医疗股份           心血管产品线-总经理                                   15-30k·16薪    10"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州.groupby(['job.dq','comp.compName','job.title','job.salary']).\\\n",
    "                            agg(岗位数量 = ('job.title','count'))"
   ]
  }
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